Unverified50% confidenceFactExact time
The core pipeline of ReSI-Math consists of two steps: self-judging-guided evolutionary search and adaptive frontier problem selection.
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11/4/2026
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UnverifiedThe basic process of evolutionary search is: initialize a set of candidate solutions (a population), compute the fitness of each individual (here, task performance in simulation), then produce the next generation through selection, crossover/recombination, and mutation, converging to a better solution after multiple generations.69% similarUnverifiedThe selection mechanism in evolution can transform an exponential search problem into a linear search problem, because it can retain the parts already solved and continue building on them.67% similarUnverifiedThe Double Diamond model divides the innovation process into two phases: discovering the right problem and discovering the right solution.66% similarUnverifiedThe usage-aware framework transforms the experimental design problem from classical combinatorial optimization or greedy selection into a sequential decision-making problem, which can be solved with reinforcement learning or gradient-based policy optimization methods.65% similarUnverifiedAcross two models and every layer of each substitution corpus, the retrieval method achieved better performance than the fixed-direction method.65% similar
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